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Advanced · Module 9 · Lesson 1 of 13

CPU Cache Hierarchy: L1/L2/L3 Topologies, Cache Lines, and Data Locality

Navigate the hardware memory wall, optimize L1/L2/L3 cache line utilization, leverage hardware prefetchers, and eliminate set-associativity conflict misses via loop tiling.

Pro — members onlyAbout 16 minutes

By the end you can

  • Differentiate L1, L2, L3 cache topologies, access latencies, and cache line transfers
  • Exploit spatial and temporal locality to maximize CPU memory bandwidth
  • Deconstruct physical memory addresses into Tag, Set Index, and Offset bitfields
  • Eliminate cache thrashing and capacity misses using cache-conscious loop tiling

Builds on Project: High-Throughput HTTP/1.1 Web Server.

01 · A question first

Why does iterating through a 4096 x 4096 matrix row-by-row take 15 milliseconds, while iterating column-by-column through the exact same elements takes over 300 milliseconds—a 20x performance penalty for doing identical mathematical work?

Make a guess before you read on.

02 · The idea

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What's inside

  • Start with the problem
  • How the idea works
  • Why it is correct: Set Associativity and Conflict Misses
  • Production Optimization: Cache Blocking (Loop Tiling)
  • What it costs
  • Pitfalls and variations
  • Where it is used

03 · Practice

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